ml_
1 MCP server offers this tool
What it usually takes
batch_size– in 1 of 1dataset_file– in 1 of 1lora_alpha– in 1 of 1lora_dropout– in 1 of 1lora_r– in 1 of 1lr– in 1 of 1model_id– in 1 of 1steps– in 1 of 1
No server marks it as only reading: treat it as able to change data.
From each publisher's own tool list. We never call a tool.
Servers
| Server | Inputs | Read-only? |
|---|---|---|
ML Workbench co.huggingface.rohithpalem2025/ml-workbench Run a real LoRA fine-tune on the uploaded dataset for the given base model. If a user passes a file as an input, use the upload_file_to_gradio tool, if present, to upload the file to the gradio app and create a Gradio File Input. Then use the returned path as the input to the tool | batch_size,dataset_file,lora_alpha,lora_dropout,lora_r,lr,model_id,steps | Not stated |